The ERA framework automates the cycle of hypothesis generation and experimental validation. It integrates large language models with specialized tools to accelerate scientific discovery. This system reduces manual trial-and-error for researchers. Google AI aims to turn this Nature-published research into a scalable tool for computational chemistry and materials science.